Dong Na
School
School of Electrical and Information Engineering
Professional Title
Associate professor
Administrative Appointments
Associate Professor
Contact Information
022-27406272
dongna@tju.edu.cn
92 weijin road, Tianjin University,Tianjin, China
Brief Introduction
N. Dong: received her Ph.D. degree in Department of Automation, Nankai University, Tianjin, China in 2011. She is currently an associate professor in School of Electrical and Information Engineering, Tianjin University. She is a member of the China Automation Society for data-driven control, learning and optimization，and member of the China Automation Society for adaptive dynamic programming and reinforcement learning. Her current research areas encompass intelligent control algorithms, heuristic optimization algorithms, neural networks, data-driven control, machine learning and image processing.
Email: dongna@tju.edu.cn.
Education Background
- Ph.D.| Nankai University| Control theory and control engineering| 2011
- Joint-Ph. D.| University of Illinois at Chicago| Electrical and computer engineering| 2011
Research Interests
- nonlinear control
- data-driven control
- neural networks
- optimization algorithms
- machine learning
- image processing
Courses
Positions & Employments
-
2011.7-2019.12
School of Electrical and Information engineering | Tianjin University | Associate professor -
2009.4-2010.1
Department of Industrial and Systems Engineering | Hong Kong Polytechnic University | Research assistant
Academic Achievements
- Papers
- [1] Na Dong*, Chun-Ho Wu, Zhong-Ke Gao, Zeng-Qiang Chen, Wai-Hung Ip, Data-driven control based on simultaneous perturbation stochastic approximation with adaptive weighted gradient estimation，IET Control Theory & Applications, 2016, 10(2):201-209. (SCI)
- [2] Na Dong*, Zeng-Qiang Chen. A novel Approximate Dynamic Programming based model-free nonlinear predictive control. Nonlinear Dynamics, 69(1-2), pp. 89~97, 2012. (SCI)
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- [3] Na Dong*, Chun-Ho Wu, Wai-Hung Ip, Zeng-Qiang Chen and Kai-Leung Yung. Chaotic species based particle swarm optimization algorithms and its application in PCB components detection. Expert Systems with Applications, 39(16), pp. 12501~12511, 2012. (SCI)
- [4] Na Dong*, Chun-Ho Wu, Wai-Hung Ip, Zeng-Qiang Chen, Ching-Yuen Chan and Kai-Leung Yung. An Improved Species based Genetic Algorithm and Its Application in Multiple Template Matching for Embroidered Pattern Inspection. Expert Systems with Applications, 38(12), pp. 15172~15182, 2011. (SCI)
- [5] Na Dong*, Chun-Ho Wu, Wai-Hung Ip, Zeng-Qiang Chen, Ching-Yuen Chan and Kai-Leung Yung. Opposition-based Chaotic GA/PSO Hybrid Algorithm and Its Application in Circle Detection. Computers and Mathematics with Applications, 64(6), pp. 1886~1902, 2012. (SCI)
- [6] Na Dong*, Xing Fang, Ai-Guo Wu, A Novel Chaotic Particle Swarm Optimization Algorithm for Parking Space Guidance，Mathematical Problems in Engineering，2016.01.01 (SCI)
- [7] Zhong-Ke Gao, Qing Cai, Yu-Xuan Yang, Na Dong, Shan-Shan Zhang,Visibility graph from adaptive optimal kernel time-frequency representation for classification of epileptiform EEG, International Journal of Neural Systems, 2017, 27(4):1750005(SCI)
- [8] Na Dong*, Zeng-Qiang Chen. A novel data based control method based upon neural network and simultaneous perturbation stochastic approximation. Nonlinear Dynamics, 67(2), pp. 957~963, 2012. (SCI)
- [9] Na Dong*, Ai-Guo Wu and Zeng-Qiang Chen. Discrete non-linear adaptive data driven control based upon simultaneous perturbation stochastic approximation. Nonlinear Dynamics, 72(4), pp. 883~894, 2013. (SCI)
- [10] Xing Fang, Ai-guo Wu, Na Dong*. Robust trajectory tracking control for unmanned helicopter with mismatched disturbances, Control Theory & Applications, 2015 , 32 (10) :1325-1334 (EI)
- [11] Na Dong*, Derong Liu and Zengqiang Chen. Data based predictive control using neural networks and stochastic approximation. International Conference on Modeling, Identification and Control, June 26-29, Shanghai, China, pp. 256~260, 2011. (EI)
- [12] Na Dong*, Chun-Ho Wu, Wai-Hung Ip, Zeng-Qiang Chen and Ai-Guo Wu. Species based Chaotic Hybrid Optimizing Algorithm and Its Application in Image Detection. Applied Artificial Intelligence, 28(7):647-674, 2014. (SCI)
- [13] Xing Fang, Ai-guo Wu, Na Dong*, A Novel Robust Trajectory Tracking Controller for Small-Scale Unmanned Helicopter, Proceeding of the IEEE 28th Canadian Conference on Electrical and Computer Engineering Halifax, Canada, May 3-6, 2015. (EI)
- [14] Xing Fang, Ai-guo Wu, Yujia Shang, Na Dong*, A novel sliding mode controller for small-scale unmanned helicopters with mismatched disturbance, Nonlinear Dynamics, 2016 , 83 (1-2) :1053-1068. (SCI)
- [15] Dong Na*, Han Xue-shuo, Model-free controller design for advanced energy-saving control of the refrigeration system, Proceedings of the 35th Chinese Control Conference, Chengdu, China, July 27-29, 2016. (EI)